{
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 反转策略：均值回归_Mean Reverting Strategy\n",
    "\n",
    "\n",
    "### 策略思想\n",
    "\n",
    "均值回归策略应用了股市投资中经典的高抛低吸思想，\n",
    "该类型策略一般在震荡市中表现优异；\n",
    "但是在单边趋势行情中一般表现糟糕，往往会大幅跑输市场；\n",
    "\n",
    "本策略逻辑：\n",
    "股价超出过去n天均值达到x阈值则开空仓，回归均值后平仓。\n",
    "股价低于过去n天均值达到x阈值则开多仓，回归均值后平仓。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import tushare as ts\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['font.family'] = 'serif'\n",
    "\n",
    "import warnings; warnings.simplefilter('ignore')       #忽略警告信息；"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 前言"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 回顾关于position信号处理中的np.NaN and Fillna() 使用：\n",
    "\n",
    "a = pd.DataFrame([np.NaN,1,1,np.NaN,np.NaN,np.NaN,np.NaN,0,0,0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
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   "source": [
    "a"
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  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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    "a.fillna(0)"
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  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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     "execution_count": 5,
     "metadata": {},
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   ],
   "source": [
    "a.ffill()  #涉及NaN的应用和处理；向前填充；"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
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     "execution_count": 6,
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   ],
   "source": [
    "a.bfill()  #涉及NaN的应用和处理；向后填充；"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 数据准备 & 回测准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "hs300 = ts.get_k_data('hs300', start = '2010-08-11', end='2020-08-12')[['date','close']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
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       "            date    close\n",
       "2574  2020-08-06  4762.76\n",
       "2575  2020-08-07  4707.93\n",
       "2576  2020-08-10  4724.87\n",
       "2577  2020-08-11  4681.78\n",
       "2578  2020-08-12  4647.64"
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     },
     "execution_count": 8,
     "metadata": {},
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   ],
   "source": [
    "hs300.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "hs300.set_index('date', inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2604d5314e0>"
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     "execution_count": 10,
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     "output_type": "execute_result"
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    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hs300['close'].plot(figsize = (14,8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 策略开发思路"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "hs300['returns'] = np.log(hs300['close'] / hs300['close'].shift(1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "SMA = 50\n",
    "hs300['SMA_%dd' %SMA]=hs300['close'].rolling(SMA).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>returns</th>\n",
       "      <th>SMA_50d</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-08-06</th>\n",
       "      <td>4762.76</td>\n",
       "      <td>-0.003008</td>\n",
       "      <td>4361.7558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-07</th>\n",
       "      <td>4707.93</td>\n",
       "      <td>-0.011579</td>\n",
       "      <td>4379.0022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-10</th>\n",
       "      <td>4724.87</td>\n",
       "      <td>0.003592</td>\n",
       "      <td>4396.3670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-11</th>\n",
       "      <td>4681.78</td>\n",
       "      <td>-0.009162</td>\n",
       "      <td>4412.6622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-12</th>\n",
       "      <td>4647.64</td>\n",
       "      <td>-0.007319</td>\n",
       "      <td>4426.1882</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              close   returns    SMA_50d\n",
       "date                                    \n",
       "2020-08-06  4762.76 -0.003008  4361.7558\n",
       "2020-08-07  4707.93 -0.011579  4379.0022\n",
       "2020-08-10  4724.87  0.003592  4396.3670\n",
       "2020-08-11  4681.78 -0.009162  4412.6622\n",
       "2020-08-12  4647.64 -0.007319  4426.1882"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hs300.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "TH = 225  #threshold 阈值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "hs300['Dist'] = hs300['close'] - hs300['SMA_%dd' %SMA]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x2604dd214e0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hs300['Dist'].dropna().plot(figsize = (12,8),legend = True, grid = True)\n",
    "plt.axhline(TH, color = 'r')\n",
    "plt.axhline(-TH, color = 'g')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "hs300['position'] = np.where(hs300['Dist'] > TH, -1, np.nan) #寻找开空仓节点\n",
    "hs300['position'] = np.where(hs300['Dist'] < -TH, 1, hs300['position']) #寻找开多仓节点\n",
    "hs300['position'] = np.where(hs300['Dist'] * hs300['Dist'].shift(1) < 0, 0, hs300['position']) #寻找平仓节点\n",
    "hs300['position'] = hs300['position'].ffill().fillna(0)  # 向前填充"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2604dd91160>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hs300['position'].ix[SMA:].plot(ylim = [-1.1,1.1], figsize = (12,8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. 计算策略年化收益并可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "hs300['strategy'] = hs300['position'].shift(1) * hs300['returns']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2604e34c240>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hs300[['strategy','returns']].cumsum().apply(np.exp).plot (figsize = (12,8),grid = True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
